Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 47.0 KiB |
| Average record size in memory | 48.1 B |
Variable types
| NUM | 6 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:42:22.679908 |
|---|---|
| Analysis finished | 2020-08-25 00:42:29.252006 |
| Duration | 6.57 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.463363438844681e-10 |
|---|---|
| Minimum | -2.286097288131714 |
| Maximum | 2.3334527015686035 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.286097288 |
|---|---|
| 5-th percentile | -1.6268875 |
| Q1 | -0.7855458856 |
| median | 0.004820458125 |
| Q3 | 0.7800930291 |
| 95-th percentile | 1.593421066 |
| Maximum | 2.333452702 |
| Range | 4.61954999 |
| Interquartile range (IQR) | 1.565638915 |
Descriptive statistics
| Standard deviation | 0.9999999996 |
|---|---|
| Coefficient of variation (CV) | 2240462856 |
| Kurtosis | -0.7857435542 |
| Mean | 4.463363439e-10 |
| Median Absolute Deviation (MAD) | 0.7819260061 |
| Skewness | -0.04777657942 |
| Sum | 4.463363439e-07 |
| Variance | 0.9999999991 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.09473994374 | 1 | 0.1% | |
| 0.7950763702 | 1 | 0.1% | |
| 0.7858380675 | 1 | 0.1% | |
| 0.3245561719 | 1 | 0.1% | |
| -0.9114367366 | 1 | 0.1% | |
| -1.491714001 | 1 | 0.1% | |
| -0.9930971265 | 1 | 0.1% | |
| 0.8834723234 | 1 | 0.1% | |
| 1.641940475 | 1 | 0.1% | |
| 1.872407556 | 1 | 0.1% | |
| -1.91146791 | 1 | 0.1% | |
| -1.66927433 | 1 | 0.1% | |
| 1.055991054 | 1 | 0.1% | |
| -0.7871777415 | 1 | 0.1% | |
| -0.3460275531 | 1 | 0.1% | |
| 0.3172813356 | 1 | 0.1% | |
| -0.1503995955 | 1 | 0.1% | |
| 0.6471246481 | 1 | 0.1% | |
| 0.6490756869 | 1 | 0.1% | |
| 1.869819403 | 1 | 0.1% | |
| -1.983102441 | 1 | 0.1% | |
| 0.6861776114 | 1 | 0.1% | |
| -0.9342219234 | 1 | 0.1% | |
| 1.645784974 | 1 | 0.1% | |
| -0.429374963 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.286097288 | 1 | 0.1% | |
| -2.280380726 | 1 | 0.1% | |
| -2.263094902 | 1 | 0.1% | |
| -2.185355902 | 1 | 0.1% | |
| -2.160155296 | 1 | 0.1% | |
| -2.148559809 | 1 | 0.1% | |
| -2.121614218 | 1 | 0.1% | |
| -2.117440701 | 1 | 0.1% | |
| -2.116816998 | 1 | 0.1% | |
| -2.114679575 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.333452702 | 1 | 0.1% | |
| 2.240538597 | 1 | 0.1% | |
| 2.19065547 | 1 | 0.1% | |
| 2.076242685 | 1 | 0.1% | |
| 2.074076176 | 1 | 0.1% | |
| 2.073687315 | 1 | 0.1% | |
| 2.065451384 | 1 | 0.1% | |
| 2.041435242 | 1 | 0.1% | |
| 2.03623271 | 1 | 0.1% | |
| 2.020881653 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.7280690371990203e-09 |
|---|---|
| Minimum | -1.7743009328842163 |
| Maximum | 1.7265329360961914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.774300933 |
|---|---|
| 5-th percentile | -1.57464655 |
| Q1 | -0.8364807814 |
| median | 0.03691668622 |
| Q3 | 0.8476888686 |
| 95-th percentile | 1.533234942 |
| Maximum | 1.726532936 |
| Range | 3.500833869 |
| Interquartile range (IQR) | 1.68416965 |
Descriptive statistics
| Standard deviation | 0.9999999988 |
|---|---|
| Coefficient of variation (CV) | -578680583.5 |
| Kurtosis | -1.167802284 |
| Mean | -1.728069037e-09 |
| Median Absolute Deviation (MAD) | 0.8488046657 |
| Skewness | -0.03413738526 |
| Sum | -1.728069037e-06 |
| Variance | 0.9999999977 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.453122258 | 1 | 0.1% | |
| -1.759082556 | 1 | 0.1% | |
| 0.9784551263 | 1 | 0.1% | |
| 0.4466204643 | 1 | 0.1% | |
| 1.415382385 | 1 | 0.1% | |
| -1.48569119 | 1 | 0.1% | |
| -0.6971502304 | 1 | 0.1% | |
| -1.481770754 | 1 | 0.1% | |
| -0.4651687443 | 1 | 0.1% | |
| -0.4176443517 | 1 | 0.1% | |
| 1.246403813 | 1 | 0.1% | |
| -1.020824075 | 1 | 0.1% | |
| -0.8394064903 | 1 | 0.1% | |
| 0.1998667866 | 1 | 0.1% | |
| 0.6393070817 | 1 | 0.1% | |
| 0.429027766 | 1 | 0.1% | |
| 0.8423980474 | 1 | 0.1% | |
| 0.439768821 | 1 | 0.1% | |
| -1.536606789 | 1 | 0.1% | |
| 0.5045307279 | 1 | 0.1% | |
| -0.8248381615 | 1 | 0.1% | |
| -0.1864304245 | 1 | 0.1% | |
| -1.322985172 | 1 | 0.1% | |
| 0.5964042544 | 1 | 0.1% | |
| -0.5513907671 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.774300933 | 1 | 0.1% | |
| -1.77188015 | 1 | 0.1% | |
| -1.770080447 | 1 | 0.1% | |
| -1.76646471 | 1 | 0.1% | |
| -1.764924049 | 1 | 0.1% | |
| -1.76395905 | 1 | 0.1% | |
| -1.759082556 | 1 | 0.1% | |
| -1.756826758 | 1 | 0.1% | |
| -1.741414547 | 1 | 0.1% | |
| -1.728196383 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.726532936 | 1 | 0.1% | |
| 1.725952387 | 1 | 0.1% | |
| 1.721081853 | 1 | 0.1% | |
| 1.714763641 | 1 | 0.1% | |
| 1.711470366 | 1 | 0.1% | |
| 1.704736352 | 1 | 0.1% | |
| 1.702747941 | 1 | 0.1% | |
| 1.700946689 | 1 | 0.1% | |
| 1.694759011 | 1 | 0.1% | |
| 1.692340851 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.188630893826485e-10 |
|---|---|
| Minimum | -2.0280141830444336 |
| Maximum | 3.3354096412658687 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.028014183 |
|---|---|
| 5-th percentile | -1.328818214 |
| Q1 | -0.7578776628 |
| median | -0.1966905147 |
| Q3 | 0.6001077741 |
| 95-th percentile | 1.93539694 |
| Maximum | 3.335409641 |
| Range | 5.363423824 |
| Interquartile range (IQR) | 1.357985437 |
Descriptive statistics
| Standard deviation | 0.9999999992 |
|---|---|
| Coefficient of variation (CV) | -1927290685 |
| Kurtosis | 0.02283935967 |
| Mean | -5.188630894e-10 |
| Median Absolute Deviation (MAD) | 0.6493407935 |
| Skewness | 0.6934067936 |
| Sum | -5.188630894e-07 |
| Variance | 0.9999999983 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9960932732 | 1 | 0.1% | |
| -0.9947673678 | 1 | 0.1% | |
| -0.6332642436 | 1 | 0.1% | |
| -0.3235711455 | 1 | 0.1% | |
| 0.05778019875 | 1 | 0.1% | |
| -0.1065268293 | 1 | 0.1% | |
| -0.3714183271 | 1 | 0.1% | |
| -0.6471310854 | 1 | 0.1% | |
| 2.619769573 | 1 | 0.1% | |
| -0.4593058228 | 1 | 0.1% | |
| 0.7320811749 | 1 | 0.1% | |
| -0.7135310173 | 1 | 0.1% | |
| -0.4378197491 | 1 | 0.1% | |
| -0.9400866032 | 1 | 0.1% | |
| -0.8795359135 | 1 | 0.1% | |
| -1.216094613 | 1 | 0.1% | |
| 2.264767885 | 1 | 0.1% | |
| -0.9791401029 | 1 | 0.1% | |
| 0.1363500953 | 1 | 0.1% | |
| -1.610153675 | 1 | 0.1% | |
| -0.8599931598 | 1 | 0.1% | |
| 0.02013129368 | 1 | 0.1% | |
| 0.1793520302 | 1 | 0.1% | |
| 0.1397002786 | 1 | 0.1% | |
| -1.110157013 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.028014183 | 1 | 0.1% | |
| -2.007866621 | 1 | 0.1% | |
| -1.971438646 | 1 | 0.1% | |
| -1.970691562 | 1 | 0.1% | |
| -1.911310554 | 1 | 0.1% | |
| -1.888006806 | 1 | 0.1% | |
| -1.794534445 | 1 | 0.1% | |
| -1.77639401 | 1 | 0.1% | |
| -1.745021343 | 1 | 0.1% | |
| -1.743788004 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.335409641 | 1 | 0.1% | |
| 3.300499916 | 1 | 0.1% | |
| 3.107145309 | 1 | 0.1% | |
| 2.993650913 | 1 | 0.1% | |
| 2.97858882 | 1 | 0.1% | |
| 2.900310993 | 1 | 0.1% | |
| 2.880639791 | 1 | 0.1% | |
| 2.750252008 | 1 | 0.1% | |
| 2.696273088 | 1 | 0.1% | |
| 2.619769573 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.90080166951168e-11 |
|---|---|
| Minimum | -1.7285093069076538 |
| Maximum | 1.735319972038269 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.728509307 |
|---|---|
| 5-th percentile | -1.518123949 |
| Q1 | -0.8708079755 |
| median | -0.0001787887522 |
| Q3 | 0.8721283227 |
| 95-th percentile | 1.569591773 |
| Maximum | 1.735319972 |
| Range | 3.463829279 |
| Interquartile range (IQR) | 1.742936298 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -1.69468499e+10 |
| Kurtosis | -1.19965317 |
| Mean | -5.90080167e-11 |
| Median Absolute Deviation (MAD) | 0.8724511908 |
| Skewness | 0.04109121716 |
| Sum | -5.90080167e-08 |
| Variance | 1.000000003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.5292959213 | 1 | 0.1% | |
| -0.0680347383 | 1 | 0.1% | |
| 0.6784037948 | 1 | 0.1% | |
| -0.7291840315 | 1 | 0.1% | |
| 0.6940249801 | 1 | 0.1% | |
| 0.488606602 | 1 | 0.1% | |
| 1.065080166 | 1 | 0.1% | |
| -0.7213621736 | 1 | 0.1% | |
| 1.579442143 | 1 | 0.1% | |
| 0.8190144897 | 1 | 0.1% | |
| 0.8795600533 | 1 | 0.1% | |
| -1.513020158 | 1 | 0.1% | |
| -1.147080421 | 1 | 0.1% | |
| 0.4690734446 | 1 | 0.1% | |
| 1.54566431 | 1 | 0.1% | |
| 1.247376204 | 1 | 0.1% | |
| 1.423989177 | 1 | 0.1% | |
| 0.1035956293 | 1 | 0.1% | |
| -0.2247689068 | 1 | 0.1% | |
| -0.6959490776 | 1 | 0.1% | |
| -1.080068946 | 1 | 0.1% | |
| -0.0001889811829 | 1 | 0.1% | |
| -0.4846872091 | 1 | 0.1% | |
| -0.08503858 | 1 | 0.1% | |
| -0.5670261383 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.728509307 | 1 | 0.1% | |
| -1.728219151 | 1 | 0.1% | |
| -1.725728035 | 1 | 0.1% | |
| -1.723367453 | 1 | 0.1% | |
| -1.723184228 | 1 | 0.1% | |
| -1.716355443 | 1 | 0.1% | |
| -1.711432099 | 1 | 0.1% | |
| -1.710356951 | 1 | 0.1% | |
| -1.705882549 | 1 | 0.1% | |
| -1.704717875 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.735319972 | 1 | 0.1% | |
| 1.735035658 | 1 | 0.1% | |
| 1.732667089 | 1 | 0.1% | |
| 1.729119062 | 1 | 0.1% | |
| 1.726807237 | 1 | 0.1% | |
| 1.721213698 | 1 | 0.1% | |
| 1.716588259 | 1 | 0.1% | |
| 1.707351089 | 1 | 0.1% | |
| 1.705215096 | 1 | 0.1% | |
| 1.700182915 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5227124094963074e-10 |
|---|---|
| Minimum | -1.8418147563934328 |
| Maximum | 4.036691188812257 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.841814756 |
|---|---|
| 5-th percentile | -1.06800766 |
| Q1 | -0.7349079996 |
| median | -0.3202283978 |
| Q3 | 0.4882532656 |
| 95-th percentile | 2.130833399 |
| Maximum | 4.036691189 |
| Range | 5.878505945 |
| Interquartile range (IQR) | 1.223161265 |
Descriptive statistics
| Standard deviation | 0.9999999995 |
|---|---|
| Coefficient of variation (CV) | 6567228278 |
| Kurtosis | 1.153622492 |
| Mean | 1.522712409e-10 |
| Median Absolute Deviation (MAD) | 0.5098074377 |
| Skewness | 1.246941809 |
| Sum | 1.522712409e-07 |
| Variance | 0.999999999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.04604879022 | 1 | 0.1% | |
| 0.1357929856 | 1 | 0.1% | |
| -0.948161602 | 1 | 0.1% | |
| 2.197448492 | 1 | 0.1% | |
| -0.8346301913 | 1 | 0.1% | |
| -0.1852072924 | 1 | 0.1% | |
| 0.002894050907 | 1 | 0.1% | |
| 1.114562035 | 1 | 0.1% | |
| -0.8189989924 | 1 | 0.1% | |
| -0.4478923082 | 1 | 0.1% | |
| -1.034380913 | 1 | 0.1% | |
| -1.153612256 | 1 | 0.1% | |
| -0.02730247378 | 1 | 0.1% | |
| 1.50517261 | 1 | 0.1% | |
| -0.8033273816 | 1 | 0.1% | |
| -0.3323394358 | 1 | 0.1% | |
| 0.6763766408 | 1 | 0.1% | |
| -0.2802029252 | 1 | 0.1% | |
| -0.4866359234 | 1 | 0.1% | |
| -0.3070757985 | 1 | 0.1% | |
| -0.458314389 | 1 | 0.1% | |
| -0.2835086584 | 1 | 0.1% | |
| -0.2215271741 | 1 | 0.1% | |
| 1.774655342 | 1 | 0.1% | |
| 2.174113989 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.841814756 | 1 | 0.1% | |
| -1.38860476 | 1 | 0.1% | |
| -1.388560057 | 1 | 0.1% | |
| -1.341392517 | 1 | 0.1% | |
| -1.338350058 | 1 | 0.1% | |
| -1.31743288 | 1 | 0.1% | |
| -1.298266172 | 1 | 0.1% | |
| -1.279387712 | 1 | 0.1% | |
| -1.277665377 | 1 | 0.1% | |
| -1.264815688 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.036691189 | 1 | 0.1% | |
| 3.704063177 | 1 | 0.1% | |
| 3.537069321 | 1 | 0.1% | |
| 3.470725536 | 1 | 0.1% | |
| 3.423288822 | 1 | 0.1% | |
| 3.324070215 | 1 | 0.1% | |
| 3.241700888 | 1 | 0.1% | |
| 3.200912714 | 1 | 0.1% | |
| 3.134945393 | 1 | 0.1% | |
| 3.131940126 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.932808224111796e-10 |
|---|---|
| Minimum | -2.685921192169189 |
| Maximum | 3.2545480728149414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.685921192 |
|---|---|
| 5-th percentile | -1.841869408 |
| Q1 | -0.5986173451 |
| median | 0.1541610584 |
| Q3 | 0.7016828656 |
| 95-th percentile | 1.403434706 |
| Maximum | 3.254548073 |
| Range | 5.940469265 |
| Interquartile range (IQR) | 1.300300211 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | -2027242809 |
| Kurtosis | -0.02723113648 |
| Mean | -4.932808224e-10 |
| Median Absolute Deviation (MAD) | 0.628915742 |
| Skewness | -0.2626851478 |
| Sum | -4.932808224e-07 |
| Variance | 0.9999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.2240780741 | 1 | 0.1% | |
| -0.7799400687 | 1 | 0.1% | |
| -0.152996555 | 1 | 0.1% | |
| 0.2019843459 | 1 | 0.1% | |
| 1.458333135 | 1 | 0.1% | |
| 1.592517734 | 1 | 0.1% | |
| -0.1573899239 | 1 | 0.1% | |
| 1.177087307 | 1 | 0.1% | |
| -1.0755229 | 1 | 0.1% | |
| 1.087239742 | 1 | 0.1% | |
| 0.4925124943 | 1 | 0.1% | |
| 0.1576802135 | 1 | 0.1% | |
| 0.2884099782 | 1 | 0.1% | |
| 0.7233019471 | 1 | 0.1% | |
| 0.9733005166 | 1 | 0.1% | |
| 0.7740783095 | 1 | 0.1% | |
| -1.061195135 | 1 | 0.1% | |
| 1.099559307 | 1 | 0.1% | |
| 0.964405477 | 1 | 0.1% | |
| -0.7311045527 | 1 | 0.1% | |
| -1.345019102 | 1 | 0.1% | |
| -0.4879653156 | 1 | 0.1% | |
| -0.08552791178 | 1 | 0.1% | |
| 0.192540139 | 1 | 0.1% | |
| -0.3391807973 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.685921192 | 1 | 0.1% | |
| -2.644363642 | 1 | 0.1% | |
| -2.502428293 | 1 | 0.1% | |
| -2.494060993 | 1 | 0.1% | |
| -2.463619709 | 1 | 0.1% | |
| -2.411740303 | 1 | 0.1% | |
| -2.353423834 | 1 | 0.1% | |
| -2.332324505 | 1 | 0.1% | |
| -2.320600271 | 1 | 0.1% | |
| -2.295114994 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.254548073 | 1 | 0.1% | |
| 3.143331528 | 1 | 0.1% | |
| 3.11133647 | 1 | 0.1% | |
| 3.086404562 | 1 | 0.1% | |
| 2.845376492 | 1 | 0.1% | |
| 2.787781477 | 1 | 0.1% | |
| 2.689881802 | 1 | 0.1% | |
| 2.569646358 | 1 | 0.1% | |
| 2.430943489 | 1 | 0.1% | |
| 2.34565568 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 0 | -0.783396 | 0.083035 | 0.550633 | 0.060445 | -0.390058 | 0.729452 |
| 1 | 0.606526 | 1.462304 | 2.398482 | 1.696707 | 2.130290 | 0.173213 |
| 2 | 0.915738 | 1.024161 | -0.317019 | -0.906453 | -0.071312 | -1.738047 |
| 3 | 0.789320 | 0.613411 | 0.318879 | 0.033238 | 0.341646 | -1.714836 |
| 4 | -1.369379 | -1.086501 | -0.321815 | -0.203726 | -0.674851 | -0.156214 |
| 5 | 1.410934 | 0.807202 | 0.030256 | -0.443959 | 0.403562 | -1.234157 |
| 6 | -0.072172 | -0.808521 | -0.647298 | 0.243744 | -0.495955 | 0.898193 |
| 7 | 0.865103 | 1.557450 | -0.711564 | -1.389076 | -0.094924 | -0.803404 |
| 8 | 0.049476 | 0.670372 | 2.078225 | 1.255713 | 1.016064 | 0.166536 |
| 9 | 0.152648 | 0.453727 | 0.392260 | -1.435231 | 0.416229 | -1.012392 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 990 | -0.979251 | -1.770080 | -0.684854 | -1.080069 | -0.671299 | -1.083733 |
| 991 | -0.701897 | -0.911157 | -1.070571 | -1.578649 | -0.955784 | 0.171807 |
| 992 | -1.173958 | -1.503535 | -0.997195 | -0.472630 | -1.119810 | -0.367483 |
| 993 | 0.862784 | 0.957748 | -0.664739 | -1.253368 | -0.583192 | -2.278422 |
| 994 | -1.767933 | -1.039408 | 0.546811 | 0.816105 | -0.492845 | -0.152997 |
| 995 | -1.193054 | -0.736600 | 0.810807 | 1.181978 | -0.322518 | 0.679018 |
| 996 | 0.213934 | -0.557555 | 0.017268 | 0.470936 | 0.095179 | 1.255707 |
| 997 | 0.063769 | 0.547012 | -0.437820 | -0.640083 | -0.332339 | -0.875029 |
| 998 | 0.866055 | 0.127164 | 1.016294 | 1.095937 | 1.113118 | -0.382205 |
| 999 | 0.752744 | 1.101062 | 0.940943 | 0.187423 | 0.629634 | -1.472828 |